cipris

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cipris

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Quantitative Finance & AI Evaluation

Quantitative Finance & AI EvaluationQuantitative Finance & AI EvaluationQuantitative Finance & AI Evaluation

Principal-led expertise for complex quantitative and AI mandates.

Explore Our Capabilities

Quantitative Finance & AI Evaluation

Quantitative Finance & AI EvaluationQuantitative Finance & AI EvaluationQuantitative Finance & AI Evaluation

Principal-led expertise for complex quantitative and AI mandates.

Explore Our Capabilities

Expertise for Complex Institutional Mandates

Client challenges

Client challenges

Client challenges

  1. Complex models and workflows  
  2. Fragmented development and validation  
  3. Weak governance and traceability  
  4. Specialist capacity constraints

Why cipris

Client challenges

Client challenges

  1. 20+ years of quantitative finance expertise
  2. Full-lifecycle delivery
  3. Independent validation & verification
  4. Principal-led expertise

what we offer

Principal-led quantitative finance and AI evaluation across the full lifecycle — from model development and validation to analytics, governance and controlled AI testing.

Model Development

Model Validation & Governance

Model Validation & Governance

Cross-asset pricing, risk and capital models designed, implemented and tested for institutional use.

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Model Validation & Governance

Model Validation & Governance

Model Validation & Governance

Independent challenge of methodology, implementation and model performance, with clear remediation and lifecycle controls.

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Analytics & Advisory

AI Systems Evaluation

AI Systems Evaluation

Decision-ready analytics, P&L explain, risk monitoring and advisory across model architecture, capital and ALM.

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AI Systems Evaluation

AI Systems Evaluation

AI Systems Evaluation

Independent evaluation and benchmark engineering across code, reasoning and agent workflows, with traceable verification and QC.

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who we serve

We work with financial institutions, investment firms, regulators, consultancies and technology platforms on complex quantitative and AI mandates requiring deep expertise, independent challenge and controlled delivery.

Global & Investment Banks

FinTech, Trading & Hedge Funds

Global & Investment Banks

Pricing, risk, capital, validation and governance across trading and banking books.

how we help

Institutional Investors

FinTech, Trading & Hedge Funds

Global & Investment Banks

Investment, valuation, ALM and risk analytics for institutional portfolios.

how we help

FinTech, Trading & Hedge Funds

FinTech, Trading & Hedge Funds

Consultancies & Regulatory Bodies

Pricing, risk and analytics for fast-moving trading environments.

how we help

Consultancies & Regulatory Bodies

Consultancies & Regulatory Bodies

Consultancies & Regulatory Bodies

Independent quantitative expertise for complex advisory, validation and governance mandates.

how we help

AI & Technology Platforms

Consultancies & Regulatory Bodies

AI & Technology Platforms

AI systems evaluation, benchmark design and quantitative expertise for technical workflows.

how we help

Corporate Treasuries

Consultancies & Regulatory Bodies

AI & Technology Platforms

ALM, hedging and market-risk analytics for treasury decisions.

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selected track record

Model Development

Validation & Governance

Validation & Governance

Pricing, risk and capital models with measurable impact.

VIEW TRACK RECORD

Validation & Governance

Validation & Governance

Validation & Governance

Independent validation, benchmarking and governance at scale.

VIEW TRACK RECORD

Analytics & Advisory

Analytics & Advisory

Analytics & Advisory

Risk analytics and advisory that improve decisions and delivery.

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AI Evaluation

Analytics & Advisory

Analytics & Advisory

Rigorous AI evaluation, benchmarks and verification.

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resources

our values

Rigour & Precision

Quantitative discipline, robust testing and evidence-led judgement in every engagement.

Independence & Integrity

Clear challenge, transparent assumptions and conclusions that stand up to scrutiny.

Built for Real-World Use

Solutions designed for implementation, governance and practical decision-making.

Measurable Impact

Focused on tangible improvements in accuracy, control, efficiency and business outcomes.

about us

cipris is a principal-led consultancy specialising in quantitative finance and AI systems evaluation.


We deliver complex mandates across model development, validation and governance, analytics and advisory, and AI evaluation.


Our approach combines quantitative depth, independent challenge and controlled implementation to deliver robust, decision-ready outcomes.

Meet our Founder

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Whether you need support with quantitative model development, validation and governance, analytics and advisory, or AI systems evaluation, tell us what you are working on and we’ll respond directly.

cipris

London, UK

insights

Independent perspectives on quantitative finance, model risk and AI systems evaluation.

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